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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jingnan Xu

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Book Open access Aug 2026

Efficient Privacy Auditing for Generative Model via Local Information

This work proposes an empirical privacy assessment framework that leverages local image information, instead of treating images as indivisible wholes, to improve the distinguishability of privacy leakage signals and further leverage the image inpainting interface of diffusion models to perform region-focused auditing i...

Jingnan Xu, Leixia Wang, Xiaofeng Meng · 0 citations
Book Open access Aug 2026

Efficient Privacy Auditing for Generative Model via Local Information

Diffusion models have become the dominant approach for text-to-image generation, but their ability to memorize training data raises increasing concerns about privacy leakage. Differential privacy (DP) is widely adopted to mitigate such privacy risks during model fine-tuning, yet the practical privacy leakage of differe...

Jingnan Xu, Leixia Wang, Xiaofeng Meng · 0 citations

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